{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b0e427b9-e1ed-48ab-a74f-652e23988c72",
   "metadata": {},
   "source": [
    "Chapter 19\n",
    "# 从CSV读入时间序列数据\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ab36bf0f-1876-4ef7-b4a3-5593cbd79900",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "\n",
    "# CSV 文件名称\n",
    "csv_file_name = 'SP500_2014-01-01_2022-12-31.csv'\n",
    "\n",
    "# 读入CSV文件\n",
    "df = pd.read_csv(csv_file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df46066f-76c9-4937-9285-f7fad3f77d4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将输入的数据转换为日期时间对象\n",
    "df[\"DATE\"] = pd.to_datetime(df[\"DATE\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d267a77c-9dbc-482d-9233-44435a01998d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将名为\"DATE\"的列设置为索引\n",
    "df.set_index('DATE', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b900a4c2-dea4-4075-9ee2-d5bd45a2f3ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 更快捷的方式\n",
    "# pd.read_csv(csv_file_name, parse_dates = True, index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "59b6f009-9453-4f63-b67f-932086eb7e3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='DATE'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 快速可视化\n",
    "df.plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
